123955 - rpi5 tflite
Summary: Pipeline succeeded and valid report was generated.
Model Details
- model name : squeezenetv1.1_224_tfs_int8.tflite
- model url : Download here
Logs Details
user.log
[33mWarning: Permanently added '192.168.2.10' (ED25519) to the list of known hosts.
[0m
[33mINFO: Created TensorFlow Lite XNNPACK delegate for CPU. [0merror.log
Report Details
report.json
{
"GFLOPs": null,
"accuracy": null,
"ambiant_temperature": null,
"benchmark_type": "TYPE1",
"date": "2026-04-14T22:16:25.",
"energy_efficiency": null,
"flash_size": 124725649408,
"flash_usage": 0.0006606307555109427,
"inference_engine": "tflite",
"inference_latency": {
"latency_per_layers": [
{
"layer_name": " [tfl.quantize]:0",
"max": 114.216,
"mean": 114.216,
"min": 114.216,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:0",
"max": 686.4780000000001,
"mean": 686.4780000000001,
"min": 686.4780000000001,
"std": 0.0
},
{
"layer_name": " Delegate/Max Pooling (NHWC S8):1",
"max": 146.32,
"mean": 146.32,
"min": 146.32,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:2",
"max": 35.0,
"mean": 35.0,
"min": 35.0,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:3",
"max": 49.7051,
"mean": 49.7051,
"min": 49.7051,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:4",
"max": 147.346,
"mean": 147.346,
"min": 147.346,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):5",
"max": 138.076,
"mean": 138.076,
"min": 138.076,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:6",
"max": 33.7528,
"mean": 33.7528,
"min": 33.7528,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:7",
"max": 43.696600000000004,
"mean": 43.696600000000004,
"min": 43.696600000000004,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:8",
"max": 153.18,
"mean": 153.18,
"min": 153.18,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):9",
"max": 118.014,
"mean": 118.014,
"min": 118.014,
"std": 0.0
},
{
"layer_name": " Delegate/Max Pooling (NHWC S8):10",
"max": 15.3736,
"mean": 15.3736,
"min": 15.3736,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:11",
"max": 18.0169,
"mean": 18.0169,
"min": 18.0169,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:12",
"max": 28.059,
"mean": 28.059,
"min": 28.059,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:13",
"max": 122.183,
"mean": 122.183,
"min": 122.183,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):14",
"max": 37.3567,
"mean": 37.3567,
"min": 37.3567,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:15",
"max": 28.401699999999998,
"mean": 28.401699999999998,
"min": 28.401699999999998,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:16",
"max": 28.432599999999997,
"mean": 28.432599999999997,
"min": 28.432599999999997,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:17",
"max": 118.78099999999999,
"mean": 118.78099999999999,
"min": 118.78099999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):18",
"max": 34.806200000000004,
"mean": 34.806200000000004,
"min": 34.806200000000004,
"std": 0.0
},
{
"layer_name": " Delegate/Max Pooling (NHWC S8):19",
"max": 6.37921,
"mean": 6.37921,
"min": 6.37921,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:20",
"max": 10.539299999999999,
"mean": 10.539299999999999,
"min": 10.539299999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:21",
"max": 12.2809,
"mean": 12.2809,
"min": 12.2809,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:22",
"max": 67.1854,
"mean": 67.1854,
"min": 67.1854,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):23",
"max": 7.19382,
"mean": 7.19382,
"min": 7.19382,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:24",
"max": 14.252799999999999,
"mean": 14.252799999999999,
"min": 14.252799999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:25",
"max": 12.6713,
"mean": 12.6713,
"min": 12.6713,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:26",
"max": 66.5225,
"mean": 66.5225,
"min": 66.5225,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):27",
"max": 4.612360000000001,
"mean": 4.612360000000001,
"min": 4.612360000000001,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:28",
"max": 20.6152,
"mean": 20.6152,
"min": 20.6152,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:29",
"max": 19.699399999999997,
"mean": 19.699399999999997,
"min": 19.699399999999997,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:30",
"max": 120.902,
"mean": 120.902,
"min": 120.902,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):31",
"max": 15.25,
"mean": 15.25,
"min": 15.25,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:32",
"max": 29.3315,
"mean": 29.3315,
"min": 29.3315,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:33",
"max": 25.4691,
"mean": 25.4691,
"min": 25.4691,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) IGEMM:34",
"max": 123.55099999999999,
"mean": 123.55099999999999,
"min": 123.55099999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Copy (NC X8):35",
"max": 15.921299999999999,
"mean": 15.921299999999999,
"min": 15.921299999999999,
"std": 0.0
},
{
"layer_name": " Delegate/Convolution (NHWC QC8) GEMM:36",
"max": 9.81461,
"mean": 9.81461,
"min": 9.81461,
"std": 0.0
},
{
"layer_name": " [SqueezeNet_v1.1/global_average_pooling2d/Mean]:38",
"max": 22.174200000000003,
"mean": 22.174200000000003,
"min": 22.174200000000003,
"std": 0.0
},
{
"layer_name": " [StatefulPartitionedCall:01]:39",
"max": 1.08146,
"mean": 1.08146,
"min": 1.08146,
"std": 0.0
},
{
"layer_name": " Delegate/Convert (NC QS8 F32):0",
"max": 0.025280900000000002,
"mean": 0.025280900000000002,
"min": 0.025280900000000002,
"std": 0.0
}
],
"max": 21658.0,
"mean": 2702.67,
"min": 2029.0,
"std": 1729.0,
"troughput": null
},
"load_accelerator": null,
"load_cpu": 81.25,
"model_file_name": "squeezenetv1.1_224_tfs_int8.tflite",
"model_size": 823976,
"nb_inference": 356,
"nb_parameters_model": null,
"postprocess_time": {
"max": null,
"mean": null,
"min": null,
"std": null
},
"power_consumption": null,
"preprocess_time": {
"max": null,
"mean": null,
"min": null,
"std": null
},
"ram_peak_usage": 0.2966465039745997,
"ram_size": 4241719296,
"target": "rpi5",
"target_id": "rpi5-0000-0000",
"temperature": null,
"version": 0,
"version_tag": ""
}